Q: "I have 10,000 xyz data and want to know, if there is some regularity in
them or if they are more or less random"
A: look for tests of spatial randomness
(https://en.wikipedia.org/wiki/Complete_spatial_randomness ) . If The
experimental nearest neighbor distribution obtained previously can be compared
to the expected Poisson distribution.